Histogram of keys

Looking at this chart, most New Eminem songs have a C# major (D flat major) key, and most Old Eminem songs have an E minor key.

The different keys in which a song can be played also bring different emotions. Emotions often associated with the D flat major key are “Grief & Depressive”. For an E minor key, the emotions are often “Effeminate, Amorous, Restless”. The emotions that New Eminem tries to convey in his music seem to match the emotions associated with the D flat major key. His music has become more and more about sad and political events in the world and about mental problems. Old Eminem’s songs were a lot more playful and upbeat; he had many songs about his daughter and wife, drugs and the rap game that often conveyed a somewhat insecure but positive mood (although certainly not always positive). These emotions do not correspond directly to the associated emotions of an E minor key, but are close.

A few things I still want to improve on this graph: - The y-axis now shows the count of songs. I want to make this a percentage. There are a lot more New Eminem songs than Old Eminem.

Track-level Summaries

Chordogram for Lose Yourself

Keygram for Lose Yourself

Speechiness

Popularity